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1.
Int J Mol Sci ; 23(21)2022 Oct 24.
Artículo en Inglés | MEDLINE | ID: mdl-36361623

RESUMEN

In recent studies, much has been discussed about biomarkers used in the evaluation of the transplanted graft function. However, there remains a lack of research regarding the long-term effects of microRNAs (miRNAs) on the different genders for kidney transplant (KTx) patients. In this study, we aim to assess the functions of miRNAs on long term outcomes of KTx patients by extracting differently expressed miRNAs between patients of normal graft function and graft dysfunction, while further analyzing their impact on the different genders. We analyzed the data of 40 patients who had received KTx for a period of more than ten years and included data regarding renal function, immuno-related markers and plasma miRNAs. Data were classified by gender for further studies. Twelve out of 17 females and 8 out of 23 males had undergone graft dysfunction. Renal function analysis showed significantly worse outcomes in the female patients. There were five differently expressed miRNAs between the female control group and female dysfunction group: miR-128-3p, miR-21-5p, miR-150-5p, miR-92a-3p and miR-15a-5p, and five between the male control group and male dysfunction group: miR-23a-3p, miR-126-3p, miR-142-3p, miR-223-3p and miR-26a-5p. Gender differences exist in incidences of kidney graft dysfunction, with male patients displaying better preservation in graft functions. Overall, these differently expressed miRNAs either enhance or suppress host immune responses. They can be predictive markers for graft survival and can also be important factors that lead to worse long term kidney graft function in females when compared to males.


Asunto(s)
Trasplante de Riñón , MicroARNs , Humanos , Femenino , Masculino , Trasplante de Riñón/efectos adversos , Factores Sexuales , Biomarcadores , Supervivencia de Injerto/genética
2.
Nat Mater ; 19(6): 637-643, 2020 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-32157191

RESUMEN

Atomically thin two-dimensional (2D) metals may be key ingredients in next-generation quantum and optoelectronic devices. However, 2D metals must be stabilized against environmental degradation and integrated into heterostructure devices at the wafer scale. The high-energy interface between silicon carbide and epitaxial graphene provides an intriguing framework for stabilizing a diverse range of 2D metals. Here we demonstrate large-area, environmentally stable, single-crystal 2D gallium, indium and tin that are stabilized at the interface of epitaxial graphene and silicon carbide. The 2D metals are covalently bonded to SiC below but present a non-bonded interface to the graphene overlayer; that is, they are 'half van der Waals' metals with strong internal gradients in bonding character. These non-centrosymmetric 2D metals offer compelling opportunities for superconducting devices, topological phenomena and advanced optoelectronic properties. For example, the reported 2D Ga is a superconductor that combines six strongly coupled Ga-derived electron pockets with a large nearly free-electron Fermi surface that closely approaches the Dirac points of the graphene overlayer.

3.
J Viral Hepat ; 28(11): 1579-1586, 2021 11.
Artículo en Inglés | MEDLINE | ID: mdl-34464999

RESUMEN

The nephrotoxicity of tenofovir disoproxil fumarate (TDF) in chronic hepatitis B (CHB) patients without chronic kidney disease (CKD) remains controversial. We aimed to evaluate nephrotoxicity of TDF in this population. In this hospital-based cohort study, CHB patients who received either TDF or entecavir (ETV) therapy, and did not have underlying CKD, were retrospectively recruited from January, 2008 to January, 2019. After excluding those with confounding conditions, 257 TDF-treated patients were matched through propensity scores with 514 ETV-treated patients. Cumulative incidences of, and hazard ratios (HRs) for the CKD guideline-defined renal dysfunction, were analysed. The mean decline in glomerular filtration rate was similar over 60 months (TDF vs. ETV: 10.1 ml/min/1.73 m2 , 95% confidence interval [CI]: 7.4-12.7 vs. 8.0 ml/min/1.73 m2 , 95% CI: 6.4-9.6; p = .34). The 5-year cumulative incidence of renal dysfunction was not significantly different (TDF vs. ETV: 10.4%, 95% CI: 5.6-18.0 vs. 5.8%, 95% CI: 3.6-9.0; p = .18). However, in multivariable stratified analysis, TDF was associated with an increased risk of renal dysfunction in the elderly (age ≥60 years), when compared to ETV (HR 2.86, 95% CI: 1.02-8.01; p < .05). For confirming the effect of TDF amongst the elderly, 61 TDF-treated patients were further matched with 183 ETV-treated patients, with 5-year cumulative incidence of renal dysfunction being significantly higher in TDF users (TDF vs. ETV: 34.4%, 95% CI: 17.7-59.8 vs. 15.5%, 95% CI: 9.4-25.1; p < .05). TDF use was independently related to renal dysfunction (HR 2.71, 95% CI: 1.19-6.14; p < .05). Although TDF is generally safe for CHB patients without CKD, it is best to be avoided in the elderly.


Asunto(s)
Hepatitis B Crónica , Hepatitis B , Insuficiencia Renal Crónica , Anciano , Antivirales/efectos adversos , Estudios de Cohortes , Hepatitis B/tratamiento farmacológico , Virus de la Hepatitis B , Hepatitis B Crónica/complicaciones , Hepatitis B Crónica/tratamiento farmacológico , Humanos , Persona de Mediana Edad , Insuficiencia Renal Crónica/complicaciones , Insuficiencia Renal Crónica/epidemiología , Estudios Retrospectivos , Tenofovir/efectos adversos , Resultado del Tratamiento
4.
Int J Clin Pract ; 75(6): e14126, 2021 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-33638887

RESUMEN

BACKGROUND: Pneumococcal disease poses a burden to the community in high risk population. Most early studies focused on invasive pneumococcal disease. However, the epidemiology of pneumococcal pneumonia (PP) requiring hospitalisation in solid organ transplant recipients (SOTRs) is poorly defined. METHODS: We conducted a retrospective cohort study (January 1, 2000 and December 31, 2012) to evaluate the risk of PP requiring hospitalisation in SOTRs. SOTRs and non-SOT cohorts, propensity score-matched at a 1:1 ratio for age, sex, index date and underlying comorbidities, were identified from the National Health Insurance Research Database. RESULTS: Each cohort consisted of 7507 patients. In the SOT cohort, 26 episodes of PP requiring hospitalisation were identified (incidence rate of 52.4 per 100,000 person-years). The risk of PP requiring hospitalisation in the SOT cohort was 1.50 times greater than in the non-SOT cohort [adjusted hazard ratio: 1.50, 95% confidence interval = 1.31-1.71, P < .001]. The nested case control study identified older age, kidney transplant, and concomitant chronic obstructive pulmonary disease, chronic kidney disease and heart failure as predictors of PP requiring hospitalisation in the SOT cohort. The highest risk period for PP requiring hospitalisation occurred within the first year of transplantation (36.47 per 1000 patients). Amongst kidney transplant recipients, patients with PP requiring hospitalisation exhibited higher cumulative incidences of graft failure than those without PP (log-rank test: P value = .004). CONCLUSIONS: SOTRs are at risk of PP requiring hospitalisation with its attendant morbidity. Strategies to reduce risk of PP requiring hospitalisation using preventive vaccinations warrant further study.


Asunto(s)
Trasplante de Órganos , Neumonía Neumocócica , Estudios de Casos y Controles , Humanos , Incidencia , Trasplante de Órganos/efectos adversos , Neumonía Neumocócica/epidemiología , Estudios Retrospectivos , Receptores de Trasplantes
5.
Int J Clin Pract ; 75(4): e13675, 2021 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-32798268

RESUMEN

BACKGROUND: Polycystic kidney disease (PKD) is suggested to be likely associated with underlying immunological dysregulation. This lymphopenia poses a risk of viral infection. Data to elucidate the herpes virus infection risk in patients with PKD are lacking; therefore, we conducted a national-wide population-based cohort study to investigate the herpes virus risk in PKD patients. METHODS: From the Taiwan National Health Insurance Research Database (NHIRD), patients who were hospitalised with a diagnosis of polycystic kidney disease were defined as case group of PKD patients; patients without any diagnosis of PKD during the study period were grouped into the non-PKD cohort. The index date was set as the date when the patients were newly diagnosed with PKD. All study patients were followed up until the occurrence of herpes zoster infection, death, withdrawal from the NHIRD for other reasons, or until December 31, 2013. RESULTS: We included 4366 PKD patients and 4366 non-PKD patients. The incidence rate and the risk of developing herpes zoster infection were estimated using multivariate stratified analyses. PKD patients had a 1.97-fold risk of herpes zoster virus infection (aHR = 1.97, 95% CI 1.17-3.31) compared with the non-PKD cohort. On multilayer stratification, PKD patients without any comorbidities had a significantly increased risk of herpes zoster infection (aHR = 3.10, 95% CI 1.37-7.00). CONCLUSION: This is the first study to reveal a high risk of severe herpes zoster infection in patients with PKD. High index suspicion of severe herpes zoster infection should be maintained in clinical professionals.


Asunto(s)
Herpes Zóster , Enfermedades Renales Poliquísticas , Estudios de Cohortes , Herpes Zóster/complicaciones , Herpes Zóster/epidemiología , Humanos , Incidencia , Enfermedades Renales Poliquísticas/complicaciones , Enfermedades Renales Poliquísticas/epidemiología , Puntaje de Propensión , Taiwán/epidemiología
6.
BMC Nephrol ; 21(1): 348, 2020 08 15.
Artículo en Inglés | MEDLINE | ID: mdl-32799810

RESUMEN

BACKGROUND: Combined peritoneal dialysis (PD) and hemodialysis (HD) therapy (combined therapy) has numerous clinical benefits and should be emphasized for PD patients encountering technique failure. METHODS: This 12-year nationwide retrospective study was conducted to compare long-term outcomes (including admission and mortality risks) between combined therapy patients (combined group) and patients directly transferred from PD to HD (transfer group). RESULTS: All 12,407 incidental PD patients from 2000 to 2010 were enrolled and followed up until the end of 2011. A total of 688 patients in the combined group and 688 patients in the transfer group were selected after 1:1 frequency matching based on age, sex, and PD duration. The overall admission and mortality risks of the two groups were comparable in a Cox proportional hazards model (adjusted hazard ratio [HR] = 1.06 [95% confidence interval (CI) = 0.95-1.19] and 1.02 [95% CI = 0.80-1.30]), respectively). Compared with the transfer group, combined group patients with recent peritonitis or frequent hemodialysis (four HD sessions per month) had significantly higher risk of admission while combined group patients without peritonitis had significantly lower risk. The number of incidents in the combined group increased over time. On average, patients stayed on combined therapy for 2 years. CONCLUSIONS: Combined therapy (two HD sessions per month) is not redundant but a rational and cost-effective treatment, particularly for patients without recent peritonitis. Dialysis staff should be familiar with the advantages and disadvantages of combined therapy and consider it an essential part of integrated dialysis care.


Asunto(s)
Fallo Renal Crónico/terapia , Diálisis Peritoneal/métodos , Diálisis Renal/métodos , Adulto , Anciano , Femenino , Hospitalización/estadística & datos numéricos , Humanos , Masculino , Persona de Mediana Edad , Peritonitis/epidemiología , Modelos de Riesgos Proporcionales , Estudios Retrospectivos , Taiwán/epidemiología
7.
BMC Nephrol ; 21(1): 6, 2020 01 06.
Artículo en Inglés | MEDLINE | ID: mdl-31906890

RESUMEN

BACKGROUND: Chronic active antibody-mediated rejection is a major etiology of graft loss in renal transplant recipients. However, there is no consensus on the optimal treatment strategies. METHODS: Computerized records from Taichung Veterans General Hospital were collected to identify renal transplant biopsies performed in the past 7 years with a diagnosis of chronic active antibody-mediated rejection. The patients were divided into two groups according to treatment strategy: Group 1 received aggressive treatment (double filtration plasmapheresis and one of the followings: rituximab, intravenous immunoglobulin, antithymogycte globulin, bortezomib, or methylprednisolone pulse therapy); and group 2 received supportive treatment. RESULTS: From February 2009 to December 2017, a total of 82 patients with biopsy-proven chronic antibody mediated rejection were identified. Kaplan-Meier analysis of death-censored graft survival showed a worse survival in group 2 (P = 0.015 by log-rank test). Adverse event-free survival was lower in group 1, whereas patient survival was not significantly different. Proteinuria and supportive treatment were independent risk factors for graft loss in multivariate analysis. CONCLUSIONS: Aggressive treatment was associated with better graft outcome. However, higher incidence of adverse events merit personalized treatment, especially for those with higher risk of infection. Appropriate prophylactic antibiotics are recommended for patients undergoing aggressive treatment.


Asunto(s)
Rechazo de Injerto/inmunología , Factores Inmunológicos/uso terapéutico , Trasplante de Riñón , Riñón/patología , Adulto , Antibacterianos/uso terapéutico , Anticuerpos , Suero Antilinfocítico/uso terapéutico , Biopsia , Bortezomib/uso terapéutico , Terapia Combinada , Rechazo de Injerto/patología , Rechazo de Injerto/terapia , Humanos , Inmunoglobulinas Intravenosas/uso terapéutico , Trasplante de Riñón/mortalidad , Persona de Mediana Edad , Plasmaféresis , Modelos de Riesgos Proporcionales , Estudios Retrospectivos , Rituximab/uso terapéutico , Análisis de Supervivencia
8.
CMAJ ; 190(36): E1070-E1080, 2018 09 10.
Artículo en Inglés | MEDLINE | ID: mdl-30201614

RESUMEN

BACKGROUND: Most studies of long-term renal outcomes after acute critical illness have enrolled patients with pre-existing renal dysfunction. We assessed renal outcomes in patients who did not have pre-existing renal disease and who were admitted to hospital for acute critical illness. METHODS: We identified adults who did not have pre-existing renal disease and who were admitted to hospital for acute critical illness between 2000 and 2011, from the Taiwan National Health Insurance Research Database. Each patient was matched 1:2 with controls without acute critical illness, according to age, sex and index date. A subset was further matched 1:1 with controls using propensity scores. Outcomes included acute kidney injury, chronic kidney disease and end-stage renal disease. RESULTS: We evaluated 33 613 patients with acute critical illness matched to 63 148 controls, of whom 14 218 were propensity matched to 14 218 controls. Patients with acute critical illness had incidence rates per 10 000 person-years of 9.45 for acute kidney injury, 78.3 for chronic kidney disease and 21.0 for end-stage renal disease. In the propensity-matched cohort, patients with acute critical illness had significantly higher risks of acute kidney injury (adjusted hazard ratio [aHR] 2.92, 95% confidence interval [CI] 1.78-4.77), chronic kidney disease (aHR 1.81, 95% CI 1.57-2.08), and end-stage renal disease (aHR 3.60, 95% CI 2.50-5.18). Acute critical illness conferred higher mortality risk among patients who subsequently developed end-stage renal disease (aHR 3.37, 95% CI 2.07-5.49) or chronic kidney disease (aHR 2.16, 95% CI 1.67-2.80). INTERPRETATION: Patients with acute critical illness and without pre-existing renal disease have a higher risk of adverse renal outcomes and subsequent mortality. A resolved episode of critical illness has implications for future renal function surveillance, even in patients without pre-existing renal disease.


Asunto(s)
Lesión Renal Aguda/mortalidad , Enfermedad Crítica/mortalidad , Infarto del Miocardio/mortalidad , Sepsis/mortalidad , Choque Séptico/mortalidad , Accidente Cerebrovascular/mortalidad , Lesión Renal Aguda/etiología , Lesión Renal Aguda/fisiopatología , Adulto , Anciano , Bases de Datos Factuales , Femenino , Humanos , Masculino , Persona de Mediana Edad , Infarto del Miocardio/complicaciones , Infarto del Miocardio/fisiopatología , Puntaje de Propensión , Modelos de Riesgos Proporcionales , Estudios Retrospectivos , Medición de Riesgo , Factores de Riesgo , Sepsis/complicaciones , Sepsis/fisiopatología , Choque Séptico/complicaciones , Choque Séptico/fisiopatología , Accidente Cerebrovascular/complicaciones , Accidente Cerebrovascular/fisiopatología , Taiwán/epidemiología
9.
Phys Rev Lett ; 119(14): 143601, 2017 Oct 06.
Artículo en Inglés | MEDLINE | ID: mdl-29053304

RESUMEN

Single photon emitters are indispensable to photonic quantum technologies. Here, we demonstrate waveform-controlled high-purity single photons from room-temperature colloidal quantum dots. The purity of the single photons does not vary with the excitation power, thereby allowing the generation rate to be increased without compromising the single-photon quality.

10.
Lancet Oncol ; 17(10): 1419-1425, 2016 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-27550645

RESUMEN

BACKGROUND: Data for the risk of any solid cancer in patients with polycystic kidney disease are scarce. Therefore, we did a nationwide cohort study in Taiwan to establish the risk of cancer in patients with polycystic kidney disease without either chronic kidney disease or end-stage renal disease. METHODS: From inpatient claims of the Taiwan National Health Insurance Research Database, we included patients aged 20 years and older and diagnosed with polycystic kidney disease between January, 1998 and December, 2010, in the polycystic kidney disease cohort. Patients with a history of cancer, a history of chronic kidney disease or of end-stage renal disease (recorded from the Registry of Catastrophic Illness Patient Database) were excluded. For each patient with polycystic kidney disease, one patient aged older than 20 years with no history of polycystic kidney disease or cancer was randomly selected from the National Health Insurance Research Database, matched 1:1 on the basis of the propensity score calculated by logistic regression, and was included in the control non-polycystic kidney disease cohort. The follow-up period for each patient was estimated from the index date to the date of diagnosis of cancer, or the patient was censored due to withdrawal from the insurance programme (eg, death, immigration, or imprisonment) or on Dec 31, 2011. The primary outcome of interest was a diagnosis of cancer during a 14-year follow-up period. The risk of cancer was represented as a hazard ratio (HR) calculated in Cox proportional hazard regression models. FINDINGS: 4346 patients with polycystic kidney disease and 4346 without were enrolled in the study. The median follow-up period in the polycystic kidney disease cohort was 3·72 years (IQR 1·25-7·31) and in the non-polycystic kidney disease cohort was 4·96 years (2·29-8·38). The overall incidence of cancer was higher in the polycystic kidney disease cohort than in the control cohort (20·1 [95% CI 18·3-21·9] per 1000 person-years vs 10·9 [10·1-11·8] per 1000 person-years; crude hazard ratio (HR) 1·77 [95% CI 1·52-2·07]; HR adjusted for age, sex, frequency of medical visits, and comorbidities was 1·83 [1·57-2·15]). The specific risks (adjusted subhazard ratios) were significantly higher in the polycystic kidney disease cohort than that in the non-polycystic kidney disease cohort for liver cancer (1·49 [95% CI 1·04-2·13]; p=0·030), colon cancer (1·63 [1·15-2·30]; p=0·006), and kidney cancer (2·45 [1·29-4·65]; p=0·006). INTERPRETATION: To our knowledge, this is the first report of the association of polycystic kidney disease without end-stage renal disease with the risk of liver, colon, and kidney cancer. Health-care professionals should be aware of this risk, when treating patients with polycystic kidney disease. FUNDING: Taiwan Ministry of Health and Welfare Clinical Trial and Research Center of Excellence, Academia Sinica Taiwan Biobank, Stroke Biosignature Project, NRPB Stroke Clinical Trial Consortium, Tseng-Lien Lin Foundation, Taiwan Brain Disease Foundation, Katsuzo and Kiyo Aoshima Memorial Funds, China Medical University Hospital, and Taiwan Ministry of Education.


Asunto(s)
Neoplasias Renales/etiología , Enfermedades Renales Poliquísticas/complicaciones , Puntaje de Propensión , Adulto , Anciano , Estudios de Cohortes , Femenino , Humanos , Masculino , Persona de Mediana Edad , Riesgo
11.
Stat Med ; 35(2): 268-81, 2016 Jan 30.
Artículo en Inglés | MEDLINE | ID: mdl-26265213

RESUMEN

Recurrent event data are commonly observed in biomedical longitudinal studies. In many instances, there exists a terminal event, which precludes the occurrence of additional repeated events, and usually there is also a nonignorable correlation between the terminal event and recurrent events. In this article, we propose a partly Aalen's additive model with a multiplicative frailty for the rate function of recurrent event process and assume a Cox frailty model for terminal event time. A shared gamma frailty is used to describe the correlation between the two types of events. Consequently, this joint model can provide the information of temporal influence of absolute covariate effects on the rate of recurrent event process, which is usually helpful in the decision-making process for physicians. An estimating equation approach is developed to estimate marginal and association parameters in the joint model. The consistency of the proposed estimator is established. Simulation studies demonstrate that the proposed approach is appropriate for practical use. We apply the proposed method to a peritonitis cohort data set for illustration.


Asunto(s)
Modelos Estadísticos , Bioestadística/métodos , Simulación por Computador , Toma de Decisiones , Humanos , Estudios Longitudinales , Diálisis Peritoneal/efectos adversos , Peritonitis/etiología , Recurrencia
12.
Biom J ; 57(2): 215-33, 2015 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-25524756

RESUMEN

Recurrent event data arise in longitudinal follow-up studies, where each subject may experience the same type of events repeatedly. The work in this article is motivated by the data from a study of repeated peritonitis for patients on peritoneal dialysis. Due to the aspects of medicine and cost, the peritonitis cases were classified into two types: Gram-positive and non-Gram-positive peritonitis. Further, since the death and hemodialysis therapy preclude the occurrence of recurrent events, we face multivariate recurrent event data with a dependent terminal event. We propose a flexible marginal model, which has three characteristics: first, we assume marginal proportional hazard and proportional rates models for terminal event time and recurrent event processes, respectively; second, the inter-recurrences dependence and the correlation between the multivariate recurrent event processes and terminal event time are modeled through three multiplicative frailties corresponding to the specified marginal models; third, the rate model with frailties for recurrent events is specified only on the time before the terminal event. We propose a two-stage estimation procedure for estimating unknown parameters. We also establish the consistency of the two-stage estimator. Simulation studies show that the proposed approach is appropriate for practical use. The methodology is applied to the peritonitis cohort data that motivated this study.


Asunto(s)
Biometría/métodos , Modelos Estadísticos , Femenino , Estudios de Seguimiento , Humanos , Masculino , Análisis Multivariante , Diálisis Peritoneal/efectos adversos , Peritonitis/etiología , Recurrencia , Resultado del Tratamiento
13.
Comput Med Imaging Graph ; 115: 102375, 2024 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-38599040

RESUMEN

Glomerulus morphology on renal pathology images provides valuable diagnosis and outcome prediction information. To provide better care, an efficient, standardized, and scalable method is urgently needed to optimize the time-consuming and labor-intensive interpretation process by renal pathologists. This paper proposes a deep convolutional neural network (CNN)-based approach to automatically detect and classify glomeruli with different stains in renal pathology images. In the glomerulus detection stage, this paper proposes a flattened Xception with a feature pyramid network (FX-FPN). The FX-FPN is employed as a backbone in the framework of faster region-based CNN to improve glomerulus detection performance. In the classification stage, this paper considers classifications of five glomerulus morphologies using a flattened Xception classifier. To endow the classifier with higher discriminability, this paper proposes a generative data augmentation approach for patch-based glomerulus morphology augmentation. New glomerulus patches of different morphologies are generated for data augmentation through the cycle-consistent generative adversarial network (CycleGAN). The single detection model shows the F1 score up to 0.9524 in H&E and PAS stains. The classification result shows that the average sensitivity and specificity are 0.7077 and 0.9316, respectively, by using the flattened Xception with the original training data. The sensitivity and specificity increase to 0.7623 and 0.9443, respectively, by using the generative data augmentation. Comparisons with different deep CNN models show the effectiveness and superiority of the proposed approach.


Asunto(s)
Aprendizaje Profundo , Glomérulos Renales , Humanos , Glomérulos Renales/diagnóstico por imagen , Glomérulos Renales/patología , Redes Neurales de la Computación , Interpretación de Imagen Asistida por Computador/métodos , Enfermedades Renales/diagnóstico por imagen , Riñón/diagnóstico por imagen , Riñón/patología , Procesamiento de Imagen Asistido por Computador/métodos
14.
medRxiv ; 2024 May 06.
Artículo en Inglés | MEDLINE | ID: mdl-38633810

RESUMEN

Background: Large language models (LLMs) have shown promising performance in various healthcare domains, but their effectiveness in identifying specific clinical conditions in real medical records is less explored. This study evaluates LLMs for detecting signs of cognitive decline in real electronic health record (EHR) clinical notes, comparing their error profiles with traditional models. The insights gained will inform strategies for performance enhancement. Methods: This study, conducted at Mass General Brigham in Boston, MA, analyzed clinical notes from the four years prior to a 2019 diagnosis of mild cognitive impairment in patients aged 50 and older. We used a randomly annotated sample of 4,949 note sections, filtered with keywords related to cognitive functions, for model development. For testing, a random annotated sample of 1,996 note sections without keyword filtering was utilized. We developed prompts for two LLMs, Llama 2 and GPT-4, on HIPAA-compliant cloud-computing platforms using multiple approaches (e.g., both hard and soft prompting and error analysis-based instructions) to select the optimal LLM-based method. Baseline models included a hierarchical attention-based neural network and XGBoost. Subsequently, we constructed an ensemble of the three models using a majority vote approach. Results: GPT-4 demonstrated superior accuracy and efficiency compared to Llama 2, but did not outperform traditional models. The ensemble model outperformed the individual models, achieving a precision of 90.3%, a recall of 94.2%, and an F1-score of 92.2%. Notably, the ensemble model showed a significant improvement in precision, increasing from a range of 70%-79% to above 90%, compared to the best-performing single model. Error analysis revealed that 63 samples were incorrectly predicted by at least one model; however, only 2 cases (3.2%) were mutual errors across all models, indicating diverse error profiles among them. Conclusions: LLMs and traditional machine learning models trained using local EHR data exhibited diverse error profiles. The ensemble of these models was found to be complementary, enhancing diagnostic performance. Future research should investigate integrating LLMs with smaller, localized models and incorporating medical data and domain knowledge to enhance performance on specific tasks.

15.
Blood Purif ; 36(3-4): 295-300, 2013.
Artículo en Inglés | MEDLINE | ID: mdl-24496202

RESUMEN

BACKGROUND: The blood and membrane contact during dialysis may elicit an immune reaction. The current study looked at the impact of different dialyzers on blood levels of cytokines. METHODS: During the first month, randomly selected patients were treated with one dialyzer (PF-170H) and then crossed over to another dialyzer (FLX-18GW) during the next month. Pre- and postdialysis blood samples were assayed for interleukin (IL)-6, IL-10 and IL-18. RESULTS: A significant drop of postdialysis systolic blood pressure (pre vs. post 156.4 ± 31.8 vs. 143.1 ± 24.8 mm Hg, p = 0.014) and diastolic pressure (80.7 ± 12.7 vs. 73.4 ± 10.9 mm Hg, p = 0.002) were found when patients were dialyzed with PF-170H. A significant increase of postdialysis IL-18 levels was found in both groups (pre vs. post 605.5 ± 278.6 vs. 690.6 ± 315.3 pg/ml, p = 0.016, for PF-170H and 556.4 ± 231.0 vs. 647.3 ± 282.6 pg/ml, p = 0.067, for FLX-18GW). There was a positive correlation between IL-6 and IL-10 levels (p < 0.0001). CONCLUSION: We demonstrated a significant increase of postdialysis serum IL-18 level when either dialyzer was used. There is a strong correlation between serum levels of IL-6 and IL-10.


Asunto(s)
Interleucina-10/sangre , Interleucina-18/sangre , Interleucina-6/sangre , Riñones Artificiales , Diálisis Renal , Anciano , Femenino , Humanos , Masculino , Persona de Mediana Edad , Resultado del Tratamiento , Uremia/sangre , Uremia/etiología , Uremia/terapia
16.
Nephrology (Carlton) ; 18(6): 468-473, 2013 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-23590458

RESUMEN

AIM: Peritoneal dialysis (PD) is an alternative treatment for elderly patients with end-stage renal disease (ESRD). In Taiwan, non-professional personnel are employed to provide assisted care for elderly patients. Whether assisted care is appropriate for elderly patients is unknown. The aim of this paper is to evaluate the outcomes of assisted care in a single centre. METHODS: This is a retrospective cohort study in a single medical centre. The outcomes were derived from the assessment of patient survival, technique survival and peritonitis incidence between self-care patients and assisted-care patients. RESULTS: From 1984 to 2010, there were 138 elderly PD patients at Taichung Veterans General Hospital, of which 70% were assisted-care patients and 30% self-care patients. The mean duration of PD survival was 49.2 months in self-care patients, which was significantly longer than the 17.0 months of assisted-care patients (P < 0.05). Using the multivariate Cox proportion regression model to adjust for risk factors, it was found that self-care patients had a lower risk in both patient survival (Hazard Ratio 0.15; 95% confidence interval (CI) 0.2-0.94, P < 0.05) and technique survival (Hazard ratio; 0.11, 95% CI 0.1-0.9, P < 0.05). Fluid overloading was the major cause of technique failure in assisted-care patients. Type of assistance was not a risk factor for PD-related peritonitis. CONCLUSION: Our elderly assisted care had patients had a poorer survival and technique survival rates than those of the self-care patients. We argue that this is because early recognition of medical deterioration and early medical intervention are necessary for a better outcome for elderly PD patients.


Asunto(s)
Cuidadores , Fallo Renal Crónico/terapia , Diálisis Peritoneal , Autocuidado , Factores de Edad , Anciano , Anciano de 80 o más Años , Distribución de Chi-Cuadrado , Femenino , Humanos , Incidencia , Estimación de Kaplan-Meier , Fallo Renal Crónico/diagnóstico , Fallo Renal Crónico/mortalidad , Masculino , Análisis Multivariante , Diálisis Peritoneal/efectos adversos , Diálisis Peritoneal/mortalidad , Peritonitis/epidemiología , Modelos de Riesgos Proporcionales , Estudios Retrospectivos , Medición de Riesgo , Factores de Riesgo , Autocuidado/efectos adversos , Autocuidado/mortalidad , Taiwán/epidemiología , Factores de Tiempo , Resultado del Tratamiento
17.
Ren Fail ; 35(2): 243-8, 2013.
Artículo en Inglés | MEDLINE | ID: mdl-23336331

RESUMEN

BACKGROUND: Upper gastrointestinal bleeding (UGIB) is a major cause of clinical bleeding among patients with end-stage renal disease (ESRD). This study aimed to investigate the association between mortality and UGIB in patients with uremia. METHODS: From 2004 to 2010, a tertiary hospital-based retrospective cohort comprising 322 patients undergoing hemodialysis was investigated. All the patients were diagnosed with UGIB according to the International Classification of Diseases, 9th Revision (ICD-9) that included peptic ulcer bleeding, duodenal ulcer bleeding, and other symptoms. UGIB was required to be one of the first three discharge diagnoses. Rehospitalization within 3 days after discharge was regarded as the same course. Exclusion criteria were age <20 years, previous gastric resection or vagotomy, esophageal and gastric variceal bleeding, or gastric cancer within the first 2 years of the index hospitalization. RESULTS: The all-cause in-hospital mortality rate of patients with UGIB undergoing hemodialysis was high, with the first-month mortality rate of 13.7%, sixth-month mortality rate of 26.7%, and first-year mortality rate of 27.0%. Using Cox regression models, we found that the high mortality rate of the UGIB group was significantly correlated with older age [adjusted hazard ratio (HR) = 1.02, 95% confidence interval (CI) = 1.01-1.04], female sex (adjusted HR = 1.62, 95% CI = 1.05-2.51), infection during hospitalization (adjusted HR = 1.85, 95% CI = 1.13-3.03), single episodic UGIB (adjusted HR = 2.00, 95% CI = 1.08-3.70), abnormal white blood cell (WBC) count (adjusted HR = 1.59, 95% CI = 1.03-2.45), and albumin level ≤3 g/dL (adjusted HR = 2.67, 95% CI = 1.51-4.72). CONCLUSION: In conclusion, patients with ESRD who are admitted with primary UGIB have a profoundly increased risk of all-cause in-hospital mortality during the follow-up period.


Asunto(s)
Causas de Muerte , Hemorragia Gastrointestinal/mortalidad , Hemorragia Gastrointestinal/patología , Mortalidad Hospitalaria , Fallo Renal Crónico/mortalidad , Diálisis Renal/métodos , Enfermedad Aguda , Adulto , Factores de Edad , Anciano , Estudios de Cohortes , Intervalos de Confianza , Várices Esofágicas y Gástricas , Femenino , Humanos , Incidencia , Fallo Renal Crónico/complicaciones , Fallo Renal Crónico/diagnóstico , Fallo Renal Crónico/terapia , Masculino , Persona de Mediana Edad , Pronóstico , Modelos de Riesgos Proporcionales , Diálisis Renal/mortalidad , Estudios Retrospectivos , Medición de Riesgo , Factores Sexuales , Centros de Atención Terciaria
18.
J Neuroradiol ; 40(4): 288-93, 2013 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-23433907

RESUMEN

The aim of this study was to detect brain functional deficits in patients with Behçet's disease (BD) and signs or symptoms of central nervous system (CNS) involvement at different times in their clinical history. A total of 24 patients aged 20 to 53years (median age 39years; 20 women, four men) with Behçet's syndrome fulfilling the diagnosis as defined by the syndrome classification were enrolled in this study. Single-photon emission computed tomography (SPECT) with (99m)Technetium (Tc)-hexamethylpropyleneamine oxime (HMPAO) as the perfusion tracer was performed to detect brain lesions. The results of (99m)Tc-HMPAO brain SPECT scans showed impaired perfusion in all cases with neurological complaints (24 out of 24, 100%). Temporal lobes and basal ganglia were the most common areas with such lesions. In contrast, brain MRI and CT images were normal or non-specific in all cases. In conclusion, (99m)Tc-HMPAO brain SPECT imaging is a powerful and sensitive tool for disclosing brain involvement in numerous clinical situations, even including patients with subtle neurological symptoms/signs such as headaches and dizziness. It is also a useful modality for evaluating the effects of treatment and disease monitoring to prevent CNS damage.


Asunto(s)
Síndrome de Behçet/diagnóstico por imagen , Trastornos Cerebrovasculares/diagnóstico por imagen , Imagen de Perfusión/métodos , Exametazima de Tecnecio Tc 99m , Tomografía Computarizada de Emisión de Fotón Único/métodos , Adulto , Medios de Contraste , Femenino , Humanos , Masculino , Persona de Mediana Edad , Reproducibilidad de los Resultados , Sensibilidad y Especificidad , Adulto Joven
19.
Biomedicines ; 11(2)2023 Feb 20.
Artículo en Inglés | MEDLINE | ID: mdl-36831173

RESUMEN

Patients after solid organ transplantation (SOT) are more susceptible to various viral infections, including alphaherpesviruses. Therefore, the aim of our study was to investigate the risk of alphaherpesvirus infections, including herpes simplex and herpes zoster, after solid organ transplantation. Inpatient records from the Taiwan National Health Insurance Research Database (NHIRD) defined solid organ recipients, including heart, liver, lung, and kidney, hospitalized for alphaherpesvirus infections as a severe case group of transplants and matched them with a nontransplant cohort. We enrolled 18,064 individuals, of whom 9032 were in each group. A higher risk of severe alphaherpesvirus infection was noted in solid organ recipients (aHR = 9.19; p < 0.001) than in the general population. In addition, solid organ transplant recipients had the highest risk of alphaherpesvirus infection within 1 year after transplantation (aHR = 25.18). The comparison found a higher risk of herpes zoster and herpes simplex infections in recipients of kidney (aHR = 9.13; aHR = 12.13), heart (aHR = 14.34; aHR = 18.54), and liver (aHR = 5.90; aHR = 8.28) transplants. Patients who underwent solid organ transplantation had a significantly higher risk of alphaherpesvirus infection than the general population.

20.
Transplant Proc ; 55(4): 820-823, 2023 May.
Artículo en Inglés | MEDLINE | ID: mdl-37208223

RESUMEN

BACKGROUND: Kidney transplant recipients (KTRs) are at high risk of COVID-19. Vaccination is significantly effective at preventing infection and reducing infection severity. Omicron infections are less severe than infections by previous strains, but breakthrough disease is more common. Thus, we conducted this study to observe the vaccine efficacy in our KTRs. METHODS: During the surge in the Omicron variant, beginning in May 2022, we retrieved data from 365 KTRs who had received at least one dose of various COVID vaccines until June 30, 2022. Outcomes of the KTRs (n = 168) after at least the 2nd vaccination were assessed until September 30, 2022, before the border was opened for tourism. RESULTS: The antibody response in KTRs after the 1st and 2nd doses of SARS-CoV-2 vaccines demonstrated a significant increase from the 1st dose (median: 0.4; IQR: 0.4-8.4 U/mL, P < .001) to the 2nd dose (median: 57.5; IQR: 0.4-799.2 U/mL), and the response rate rose from 32% to 65% (P < .001). SARS-CoV-2 infection was identified in 14/365 (3.8%) patients after at least the 1st dose and 7/187 (3.7%) patients at least 7 days beyond the 2nd dose. Most KTRs had a mild course, but 3 (17%) were hospitalized due to pneumonia. CONCLUSIONS: Our data demonstrate a lower response rate and anti-S titers after 2nd dose vaccination in KTRs than in the general population, but a lower incidence of SARS-CoV-2 infection after vaccination was observed during the Omicron outbreak. Owing to the breakthrough infections found in ordinarily vaccinated KTRs, we must emphasize the importance of vaccination and boosters to prevent severe illness, hospitalizations, and death among those developing infections.


Asunto(s)
Vacunas contra la COVID-19 , COVID-19 , Trasplante de Riñón , Humanos , Anticuerpos , COVID-19/epidemiología , COVID-19/prevención & control , Vacunas contra la COVID-19/efectos adversos , Trasplante de Riñón/efectos adversos , SARS-CoV-2 , Receptores de Trasplantes , Vacunación
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